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Published in: Electrical Engineering 2/2018

21-04-2017 | Original Paper

Development and validation of ANN approach for extraction of MESFET/HEMT noise model parameters

Authors: Vladica Ɖorđević, Zlatica Marinković, Vera Marković, Olivera Pronić-Rančić

Published in: Electrical Engineering | Issue 2/2018

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Abstract

Most of the transistor noise models refer to the intrinsic device, providing relationships between the transistor noise model parameters and the noise parameters of the intrinsic device. Having in mind that the measured noise parameters correspond to the whole device including the device parasitics, the parameters of the noise models are most often determined by using optimizations in circuit simulators. In this paper, an efficient neural approach for straightforward determination of the noise model parameters, avoiding optimizations, is proposed. A detailed validation of the proposed approach was done by comparison of the measured transistor noise parameters with those obtained by using the extracted noise model parameters for two noise models—the Pospieszalski’s noise model and the noise wave model.

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Literature
3.
go back to reference Cappy A, Vanoverschelde A, Schortgen A, Versnaeyen C, Salmer G (1985) Noise modeling in submicrometer-gate two-dimensional electron-gas field-effect transistors. IEEE Trans Electron Dev 32(12):2787–2795. doi:10.1109/T-ED.1985.22417 CrossRef Cappy A, Vanoverschelde A, Schortgen A, Versnaeyen C, Salmer G (1985) Noise modeling in submicrometer-gate two-dimensional electron-gas field-effect transistors. IEEE Trans Electron Dev 32(12):2787–2795. doi:10.​1109/​T-ED.​1985.​22417 CrossRef
4.
go back to reference Gupta MS, Pitzalis O, Rosenbaum SE, Greiling PT (1987) Microwave noise characterization of GaAs MESFETs: evaluation by on-wafer low-frequency output noise current measurement. IEEE Trans Microw Theory 35(12):1208–1218. doi:10.1109/TMTT.1987.1133839 CrossRef Gupta MS, Pitzalis O, Rosenbaum SE, Greiling PT (1987) Microwave noise characterization of GaAs MESFETs: evaluation by on-wafer low-frequency output noise current measurement. IEEE Trans Microw Theory 35(12):1208–1218. doi:10.​1109/​TMTT.​1987.​1133839 CrossRef
5.
go back to reference Pospieszalski MW (1989) Modeling of noise parameters of MESFET’s and MODFET’s and their frequency and temperature dependence. IEEE Trans Microw Theory 37(9):1340–1350. doi:10.1109/22.32217 CrossRef Pospieszalski MW (1989) Modeling of noise parameters of MESFET’s and MODFET’s and their frequency and temperature dependence. IEEE Trans Microw Theory 37(9):1340–1350. doi:10.​1109/​22.​32217 CrossRef
9.
go back to reference Pronić O, Marković V, Maleš-Ilić N (1999) MESFET noise modeling based on noise wave temperatures. In: Proceedings of international conference on telecommunications in modern satellite, cable and broadcasting services TELSIKS’99, Niš, pp 407–410. doi:10.1109/TELSKS.1999.806241 Pronić O, Marković V, Maleš-Ilić N (1999) MESFET noise modeling based on noise wave temperatures. In: Proceedings of international conference on telecommunications in modern satellite, cable and broadcasting services TELSIKS’99, Niš, pp 407–410. doi:10.​1109/​TELSKS.​1999.​806241
10.
go back to reference Pronić O, Marković V, Maleš-Ilić N (2001) The wave approach to noise modeling of microwave transistors by including the correlation effect. Microw Opt Technol Lett 28(6):426–430. doi:10.1002/1098-2760(20010320) 28:6\(<\)426: AID-MOP1061\(>\)3.0.CO;2-JCrossRef Pronić O, Marković V, Maleš-Ilić N (2001) The wave approach to noise modeling of microwave transistors by including the correlation effect. Microw Opt Technol Lett 28(6):426–430. doi:10.​1002/​1098-2760(20010320) 28:6\(<\)426: AID-MOP1061\(>\)3.0.CO;2-JCrossRef
12.
go back to reference Rohde U (1991) Improved noise modeling of GaAs FETs part 2: using a noise de-embedding technique. Microw J 34:87–95 Rohde U (1991) Improved noise modeling of GaAs FETs part 2: using a noise de-embedding technique. Microw J 34:87–95
13.
go back to reference Pucel RA, Struble W, Hallgren R, Rohde UL (1992) A general noise de-embedding procedure for packed two-port linear active devices. IEEE Trans Microw Theory 40(11):2014–2024CrossRef Pucel RA, Struble W, Hallgren R, Rohde UL (1992) A general noise de-embedding procedure for packed two-port linear active devices. IEEE Trans Microw Theory 40(11):2014–2024CrossRef
14.
go back to reference Crupi G, Schreurs DMM-P (2013) Microwave de-embedding: from theory to applications. Academic, Oxford Crupi G, Schreurs DMM-P (2013) Microwave de-embedding: from theory to applications. Academic, Oxford
17.
go back to reference Marinković Z, Marković V (2005) Temperature dependent models of low-noise microwave transistors based on neural networks. Int J RF Microw Comput Aided Eng 15(6):567–577. doi:10.1002/mmce.20102 CrossRef Marinković Z, Marković V (2005) Temperature dependent models of low-noise microwave transistors based on neural networks. Int J RF Microw Comput Aided Eng 15(6):567–577. doi:10.​1002/​mmce.​20102 CrossRef
18.
go back to reference Marinković Z, Pronić-Rančić O, Marković V (2008) ANN applications in improved noise wave modeling of microwave FETs. Microw Opt Technol Lett 50(10):2512–2516. doi:10.1002/mop.23771 CrossRef Marinković Z, Pronić-Rančić O, Marković V (2008) ANN applications in improved noise wave modeling of microwave FETs. Microw Opt Technol Lett 50(10):2512–2516. doi:10.​1002/​mop.​23771 CrossRef
19.
go back to reference Marinković Z, Crupi G, Caddemi A, Marković V (2010) Comparison between analytical and neural approaches for multibias small signal modeling of microwave scaled FETs. Microw Opt Technol Lett 52(10):2238–2244. doi:10.1002/mop.25432 CrossRef Marinković Z, Crupi G, Caddemi A, Marković V (2010) Comparison between analytical and neural approaches for multibias small signal modeling of microwave scaled FETs. Microw Opt Technol Lett 52(10):2238–2244. doi:10.​1002/​mop.​25432 CrossRef
20.
go back to reference Kabir H, Zhang L, Yu M, Aaen P, Wood J, Zhang QJ (2010) Smart modeling of microwave devices. IEEE Microw Mag 11(3):105–108CrossRef Kabir H, Zhang L, Yu M, Aaen P, Wood J, Zhang QJ (2010) Smart modeling of microwave devices. IEEE Microw Mag 11(3):105–108CrossRef
21.
go back to reference Marinković Z, Crupi G, Schreurs DMM-P, Caddemi A, Marković V (2012) Multibias neural modeling of FIN field-effect transistor admittance parameters. Microw Opt Technol Lett 54(9):2082–2088. doi:10.1002/mop.27020 CrossRef Marinković Z, Crupi G, Schreurs DMM-P, Caddemi A, Marković V (2012) Multibias neural modeling of FIN field-effect transistor admittance parameters. Microw Opt Technol Lett 54(9):2082–2088. doi:10.​1002/​mop.​27020 CrossRef
22.
23.
go back to reference Cheng Z, Wang X, Zhang Q (2013) A novel modeling of millimeter-wave Al\(_{0.27}\)Ga\(_{0.73}\)N/AlN/GaN Hemt based on artificial neural network. Microw Opt Technol Lett 55(9):2124–2127. doi:10.1002/mop.27776 CrossRef Cheng Z, Wang X, Zhang Q (2013) A novel modeling of millimeter-wave Al\(_{0.27}\)Ga\(_{0.73}\)N/AlN/GaN Hemt based on artificial neural network. Microw Opt Technol Lett 55(9):2124–2127. doi:10.​1002/​mop.​27776 CrossRef
24.
go back to reference Zhang QJ, Gupta KC (2000) Neural networks for RF and microwave design. Artech House, Boston Zhang QJ, Gupta KC (2000) Neural networks for RF and microwave design. Artech House, Boston
25.
go back to reference Đorđević V, Marinković Z, Marković V, Pronić-Rančić O (2014) A new procedure for extraction of noise wave parameters of microwave FETs. In: Proceedings of international scientific conference on information, communication and energy systems and technologies ICEST 2014, Niš, pp 135–138 Đorđević V, Marinković Z, Marković V, Pronić-Rančić O (2014) A new procedure for extraction of noise wave parameters of microwave FETs. In: Proceedings of international scientific conference on information, communication and energy systems and technologies ICEST 2014, Niš, pp 135–138
26.
go back to reference Đorđević V, Marinković Z, Marković V, Pronić-Rančić O (2014) Extraction of Pospieszalski’s noise model parameters of microwave FETs based on ANNs. In: Proceedings of 12th symposium on neural network applications in electrical engineering NEUREL 2014, Belgrade, pp 51–54. doi:10.1109/NEUREL.2014.7011457 Đorđević V, Marinković Z, Marković V, Pronić-Rančić O (2014) Extraction of Pospieszalski’s noise model parameters of microwave FETs based on ANNs. In: Proceedings of 12th symposium on neural network applications in electrical engineering NEUREL 2014, Belgrade, pp 51–54. doi:10.​1109/​NEUREL.​2014.​7011457
27.
go back to reference Advanced Design System-version 2.7 (2008), Agilent Eesof EDA Advanced Design System-version 2.7 (2008), Agilent Eesof EDA
28.
go back to reference Caddemi A, Di Paola A, Sannino M (1996) Microwave noise parameters of HEMTs vs. temperature by a simplified measurement procedure. In: Proceedings of high performance electron devices for microwave and optoelectronic applications workshop EDMO96, Leeds, pp 153–157. doi:10.1109/EDMO.1996.575819 Caddemi A, Di Paola A, Sannino M (1996) Microwave noise parameters of HEMTs vs. temperature by a simplified measurement procedure. In: Proceedings of high performance electron devices for microwave and optoelectronic applications workshop EDMO96, Leeds, pp 153–157. doi:10.​1109/​EDMO.​1996.​575819
Metadata
Title
Development and validation of ANN approach for extraction of MESFET/HEMT noise model parameters
Authors
Vladica Ɖorđević
Zlatica Marinković
Vera Marković
Olivera Pronić-Rančić
Publication date
21-04-2017
Publisher
Springer Berlin Heidelberg
Published in
Electrical Engineering / Issue 2/2018
Print ISSN: 0948-7921
Electronic ISSN: 1432-0487
DOI
https://doi.org/10.1007/s00202-017-0526-2

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